{"adoption": {"forks": 1406, "observed_at": "2026-08-28T04:09:03.628604+00:00", "stars": 4945}, "canonical_url": "https://ross.abutalabs.com/products/troposphere", "card": {"archived": false, "artifact_type": "library", "description": "troposphere - Python library to create AWS CloudFormation descriptions", "domain": ["cloud-computing", "infrastructure-as-code", "developer-tools"], "enriched": true, "function": ["infrastructure-as-code", "developer-tools", "serialization"], "health_score": 98, "homepage": null, "language": "Python", "license": "BSD-2-Clause", "license_family": "permissive", "maturity": "stable", "member_repos": ["cloudtools/troposphere"], "name": "cloudtools/troposphere", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-19T13:34:39+00:00", "repo": "cloudtools/troposphere", "stars": 4945, "tags": ["aws", "cloudformation", "iac", "yaml", "openstack-heat", "devops"], "topics": ["aws-cloudformation", "cloudformation", "python", "python3", "troposphere"], "urls": [], "use_cases": ["generate cloudformation templates with python", "define aws infrastructure as code", "create cloudformation  programmatically", "validate cloudformation resource properties at build time", "generate cloudformation yaml from python code", "manage aws resource stacks with reusable python code"], "what_it_is": "A Python library for programmatically generating AWS CloudFormation templates as JSON or YAML. It provides typed classes for AWS resources with built-in property and type checking to catch template errors early.", "when_to_avoid": ["you use Terraform, Pulumi, or CDK instead of CloudFormation", "you only need to deploy existing templates without generating them", "you need multi-cloud provisioning beyond AWS and basic OpenStack Heat support"], "when_to_choose": ["you want to write CloudFormation templates in Python with type checking", "you need programmatic generation of AWS resource definitions", "you prefer code-based IaC over hand-written JSON/YAML templates"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/troposphere", "repo": "cloudtools/troposphere", "role": "main", "score": 89}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:03.628604+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:17:53.697465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b8ba453b0d125818d3fd56f40a57cce53aa028d6602542ce46349050aa1179d3", "fetched_at": "2026-08-28T04:09:03.628604+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cloudtools/troposphere"}, {"content_hash": "fc6e16cb55d3071276c9d43a5bd1dd02fd4c9ccfccba25368b3f9c154afb7739", "fetched_at": "2026-08-29T08:59:23.759127+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/troposphere/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 98, "longevity": 100, "rhythm": 72}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 5012, "days_push": 14, "days_rel": 109, "gap_med": 70, "n_releases_24m": 12}, "score": 89, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}